Dataset statistics
| Number of variables | 30 |
|---|---|
| Number of observations | 26996 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 6.2 MiB |
| Average record size in memory | 240.0 B |
Variable types
| Numeric | 13 |
|---|---|
| Categorical | 17 |
user is highly correlated with cc_recommended and 1 other fields | High correlation |
deposits is highly correlated with withdrawal and 2 other fields | High correlation |
withdrawal is highly correlated with deposits and 1 other fields | High correlation |
purchases_partners is highly correlated with deposits and 2 other fields | High correlation |
purchases is highly correlated with deposits and 2 other fields | High correlation |
cc_recommended is highly correlated with user and 3 other fields | High correlation |
cc_application_begin is highly correlated with cc_recommended and 1 other fields | High correlation |
web_user is highly correlated with app_web_user | High correlation |
app_web_user is highly correlated with web_user | High correlation |
ios_user is highly correlated with android_user | High correlation |
android_user is highly correlated with ios_user | High correlation |
reward_rate is highly correlated with user and 2 other fields | High correlation |
user is highly correlated with cc_recommended | High correlation |
deposits is highly correlated with purchases | High correlation |
purchases_partners is highly correlated with cc_recommended | High correlation |
purchases is highly correlated with deposits | High correlation |
cc_recommended is highly correlated with user and 3 other fields | High correlation |
cc_application_begin is highly correlated with cc_recommended and 1 other fields | High correlation |
web_user is highly correlated with app_web_user | High correlation |
app_web_user is highly correlated with web_user | High correlation |
ios_user is highly correlated with android_user | High correlation |
android_user is highly correlated with ios_user | High correlation |
reward_rate is highly correlated with cc_recommended and 1 other fields | High correlation |
deposits is highly correlated with withdrawal and 1 other fields | High correlation |
withdrawal is highly correlated with deposits and 1 other fields | High correlation |
purchases is highly correlated with deposits and 1 other fields | High correlation |
cc_recommended is highly correlated with cc_application_begin and 1 other fields | High correlation |
cc_application_begin is highly correlated with cc_recommended and 1 other fields | High correlation |
web_user is highly correlated with app_web_user | High correlation |
app_web_user is highly correlated with web_user | High correlation |
ios_user is highly correlated with android_user | High correlation |
android_user is highly correlated with ios_user | High correlation |
reward_rate is highly correlated with cc_recommended and 1 other fields | High correlation |
ios_user is highly correlated with android_user | High correlation |
android_user is highly correlated with ios_user | High correlation |
web_user is highly correlated with app_web_user | High correlation |
app_web_user is highly correlated with web_user | High correlation |
user is highly correlated with app_downloaded and 1 other fields | High correlation |
deposits is highly correlated with purchases | High correlation |
purchases is highly correlated with deposits | High correlation |
cc_recommended is highly correlated with reward_rate | High correlation |
app_downloaded is highly correlated with user | High correlation |
web_user is highly correlated with app_web_user | High correlation |
app_web_user is highly correlated with web_user | High correlation |
ios_user is highly correlated with android_user | High correlation |
android_user is highly correlated with ios_user | High correlation |
reward_rate is highly correlated with user and 1 other fields | High correlation |
cc_disliked is highly skewed (γ1 = 54.97976002) | Skewed |
cc_liked is highly skewed (γ1 = 64.8845572) | Skewed |
df_index is uniformly distributed | Uniform |
df_index has unique values | Unique |
deposits has 18152 (67.2%) zeros | Zeros |
withdrawal has 22991 (85.2%) zeros | Zeros |
purchases_partners has 8652 (32.0%) zeros | Zeros |
purchases has 18291 (67.8%) zeros | Zeros |
cc_taken has 25701 (95.2%) zeros | Zeros |
cc_recommended has 3763 (13.9%) zeros | Zeros |
cc_disliked has 26440 (97.9%) zeros | Zeros |
cc_liked has 26766 (99.1%) zeros | Zeros |
cc_application_begin has 7424 (27.5%) zeros | Zeros |
reward_rate has 3595 (13.3%) zeros | Zeros |
Reproduction
| Analysis started | 2022-12-13 07:15:29.840927 |
|---|---|
| Analysis finished | 2022-12-13 07:16:01.337560 |
| Duration | 31.5 seconds |
| Software version | pandas-profiling v3.2.0 |
| Download configuration | config.json |
| Distinct | 26996 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 13500.26878 |
| Minimum | 0 |
|---|---|
| Maximum | 26999 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 211.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1349.75 |
| Q1 | 6750.75 |
| median | 13500.5 |
| Q3 | 20250.25 |
| 95-th percentile | 25649.25 |
| Maximum | 26999 |
| Range | 26999 |
| Interquartile range (IQR) | 13499.5 |
Descriptive statistics
| Standard deviation | 7794.356275 |
|---|---|
| Coefficient of variation (CV) | 0.5773482293 |
| Kurtosis | -1.200023109 |
| Mean | 13500.26878 |
| Median Absolute Deviation (MAD) | 6750 |
| Skewness | -8.408521038 × 10-5 |
| Sum | 364453256 |
| Variance | 60751989.75 |
| Monotonicity | Strictly increasing |
| Value | Count | Frequency (%) |
| 2047 | 1 | < 0.1% |
| 25958 | 1 | < 0.1% |
| 7465 | 1 | < 0.1% |
| 1322 | 1 | < 0.1% |
| 3371 | 1 | < 0.1% |
| 13612 | 1 | < 0.1% |
| 15661 | 1 | < 0.1% |
| 9518 | 1 | < 0.1% |
| 11567 | 1 | < 0.1% |
| 21824 | 1 | < 0.1% |
| Other values (26986) | 26986 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 9 | 1 |
| Value | Count | Frequency (%) |
| 26999 | 1 | |
| 26998 | 1 | |
| 26997 | 1 | |
| 26996 | 1 | |
| 26995 | 1 | |
| 26994 | 1 | |
| 26993 | 1 | |
| 26992 | 1 | |
| 26991 | 1 | |
| 26990 | 1 |
| Distinct | 24737 |
|---|---|
| Distinct (%) | 91.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 35418.5353 |
| Minimum | 1 |
|---|---|
| Maximum | 69658 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 211.0 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 3401.75 |
| Q1 | 17808.75 |
| median | 35745.5 |
| Q3 | 53236.75 |
| 95-th percentile | 66432.25 |
| Maximum | 69658 |
| Range | 69657 |
| Interquartile range (IQR) | 35428 |
Descriptive statistics
| Standard deviation | 20319.62035 |
|---|---|
| Coefficient of variation (CV) | 0.5737001878 |
| Kurtosis | -1.218291786 |
| Mean | 35418.5353 |
| Median Absolute Deviation (MAD) | 17757 |
| Skewness | -0.04003022018 |
| Sum | 956158779 |
| Variance | 412886971.3 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 64159 | 4 | < 0.1% |
| 58072 | 4 | < 0.1% |
| 15612 | 4 | < 0.1% |
| 34933 | 4 | < 0.1% |
| 21975 | 4 | < 0.1% |
| 56327 | 4 | < 0.1% |
| 64241 | 4 | < 0.1% |
| 54516 | 4 | < 0.1% |
| 24490 | 4 | < 0.1% |
| 43342 | 4 | < 0.1% |
| Other values (24727) | 26956 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 4 | 1 | |
| 8 | 1 | |
| 9 | 1 | |
| 10 | 1 | |
| 11 | 1 | |
| 13 | 1 | |
| 14 | 1 | |
| 18 | 1 | |
| 19 | 1 |
| Value | Count | Frequency (%) |
| 69658 | 1 | |
| 69655 | 1 | |
| 69653 | 1 | |
| 69651 | 1 | |
| 69650 | 1 | |
| 69649 | 1 | |
| 69647 | 1 | |
| 69644 | 1 | |
| 69643 | 1 | |
| 69640 | 1 |
churn
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 211.0 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 26996 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 15822 | |
| 1 | 11174 |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| 0 | 15822 | |
| 1 | 11174 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 15822 | |
| 1 | 11174 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 26996 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 15822 | |
| 1 | 11174 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 26996 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 15822 | |
| 1 | 11174 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 26996 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 15822 | |
| 1 | 11174 |
age
Real number (ℝ≥0)
| Distinct | 73 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 32.21992147 |
| Minimum | 17 |
|---|---|
| Maximum | 91 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 211.0 KiB |
Quantile statistics
| Minimum | 17 |
|---|---|
| 5-th percentile | 20 |
| Q1 | 25 |
| median | 30 |
| Q3 | 37 |
| 95-th percentile | 52 |
| Maximum | 91 |
| Range | 74 |
| Interquartile range (IQR) | 12 |
Descriptive statistics
| Standard deviation | 9.964837841 |
|---|---|
| Coefficient of variation (CV) | 0.3092756713 |
| Kurtosis | 1.570692416 |
| Mean | 32.21992147 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 1.180387561 |
| Sum | 869809 |
| Variance | 99.29799319 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 26 | 1440 | 5.3% |
| 25 | 1405 | 5.2% |
| 27 | 1371 | 5.1% |
| 24 | 1370 | 5.1% |
| 28 | 1327 | 4.9% |
| 23 | 1282 | 4.7% |
| 29 | 1267 | 4.7% |
| 30 | 1155 | 4.3% |
| 22 | 1122 | 4.2% |
| 31 | 1060 | 3.9% |
| Other values (63) | 14197 |
| Value | Count | Frequency (%) |
| 17 | 64 | 0.2% |
| 18 | 215 | 0.8% |
| 19 | 443 | 1.6% |
| 20 | 780 | |
| 21 | 987 | |
| 22 | 1122 | |
| 23 | 1282 | |
| 24 | 1370 | |
| 25 | 1405 | |
| 26 | 1440 |
| Value | Count | Frequency (%) |
| 91 | 2 | |
| 89 | 1 | < 0.1% |
| 88 | 1 | < 0.1% |
| 87 | 1 | < 0.1% |
| 85 | 4 | |
| 84 | 2 | |
| 83 | 1 | < 0.1% |
| 82 | 1 | < 0.1% |
| 81 | 1 | < 0.1% |
| 80 | 2 |
housing
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 211.0 KiB |
| na | |
|---|---|
| R | |
| O |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 1.513261224 |
| Min length | 1 |
Characters and Unicode
| Total characters | 40852 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | na |
|---|---|
| 2nd row | R |
| 3rd row | R |
| 4th row | R |
| 5th row | na |
Common Values
| Value | Count | Frequency (%) |
| na | 13856 | |
| R | 10969 | |
| O | 2171 | 8.0% |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| na | 13856 | |
| r | 10969 | |
| o | 2171 | 8.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 13856 | |
| n | 13856 | |
| R | 10969 | |
| O | 2171 | 5.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 27712 | |
| Uppercase Letter | 13140 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 13856 | |
| n | 13856 |
Uppercase Letter
| Value | Count | Frequency (%) |
| R | 10969 | |
| O | 2171 | 16.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 40852 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 13856 | |
| n | 13856 | |
| R | 10969 | |
| O | 2171 | 5.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 40852 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| a | 13856 | |
| n | 13856 | |
| R | 10969 | |
| O | 2171 | 5.3% |
| Distinct | 66 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.342050674 |
| Minimum | 0 |
|---|---|
| Maximum | 65 |
| Zeros | 18152 |
| Zeros (%) | 67.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 211.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1 |
| 95-th percentile | 22 |
| Maximum | 65 |
| Range | 65 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 9.131991934 |
|---|---|
| Coefficient of variation (CV) | 2.732451666 |
| Kurtosis | 15.35084463 |
| Mean | 3.342050674 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.798010992 |
| Sum | 90222 |
| Variance | 83.39327668 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 18152 | |
| 1 | 2461 | 9.1% |
| 2 | 1085 | 4.0% |
| 3 | 679 | 2.5% |
| 4 | 454 | 1.7% |
| 5 | 401 | 1.5% |
| 6 | 328 | 1.2% |
| 7 | 266 | 1.0% |
| 8 | 207 | 0.8% |
| 9 | 193 | 0.7% |
| Other values (56) | 2770 | 10.3% |
| Value | Count | Frequency (%) |
| 0 | 18152 | |
| 1 | 2461 | 9.1% |
| 2 | 1085 | 4.0% |
| 3 | 679 | 2.5% |
| 4 | 454 | 1.7% |
| 5 | 401 | 1.5% |
| 6 | 328 | 1.2% |
| 7 | 266 | 1.0% |
| 8 | 207 | 0.8% |
| 9 | 193 | 0.7% |
| Value | Count | Frequency (%) |
| 65 | 1 | < 0.1% |
| 64 | 2 | < 0.1% |
| 63 | 2 | < 0.1% |
| 62 | 7 | < 0.1% |
| 61 | 4 | < 0.1% |
| 60 | 26 | |
| 59 | 20 | |
| 58 | 19 | |
| 57 | 26 | |
| 56 | 22 |
| Distinct | 23 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.3070454882 |
| Minimum | 0 |
|---|---|
| Maximum | 29 |
| Zeros | 22991 |
| Zeros (%) | 85.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 211.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 29 |
| Range | 29 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 1.055487779 |
|---|---|
| Coefficient of variation (CV) | 3.437561599 |
| Kurtosis | 95.87654918 |
| Mean | 0.3070454882 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 7.323229548 |
| Sum | 8289 |
| Variance | 1.114054453 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 22991 | |
| 1 | 2203 | 8.2% |
| 2 | 853 | 3.2% |
| 3 | 434 | 1.6% |
| 4 | 205 | 0.8% |
| 5 | 108 | 0.4% |
| 6 | 65 | 0.2% |
| 7 | 39 | 0.1% |
| 8 | 33 | 0.1% |
| 9 | 18 | 0.1% |
| Other values (13) | 47 | 0.2% |
| Value | Count | Frequency (%) |
| 0 | 22991 | |
| 1 | 2203 | 8.2% |
| 2 | 853 | 3.2% |
| 3 | 434 | 1.6% |
| 4 | 205 | 0.8% |
| 5 | 108 | 0.4% |
| 6 | 65 | 0.2% |
| 7 | 39 | 0.1% |
| 8 | 33 | 0.1% |
| 9 | 18 | 0.1% |
| Value | Count | Frequency (%) |
| 29 | 1 | < 0.1% |
| 28 | 1 | < 0.1% |
| 24 | 1 | < 0.1% |
| 20 | 1 | < 0.1% |
| 19 | 1 | < 0.1% |
| 17 | 1 | < 0.1% |
| 16 | 3 | |
| 15 | 4 | |
| 14 | 1 | < 0.1% |
| 13 | 5 |
| Distinct | 294 |
|---|---|
| Distinct (%) | 1.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 28.06667654 |
| Minimum | 0 |
|---|---|
| Maximum | 1067 |
| Zeros | 8652 |
| Zeros (%) | 32.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 211.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 9 |
| Q3 | 43 |
| 95-th percentile | 108 |
| Maximum | 1067 |
| Range | 1067 |
| Interquartile range (IQR) | 43 |
Descriptive statistics
| Standard deviation | 42.22143182 |
|---|---|
| Coefficient of variation (CV) | 1.50432602 |
| Kurtosis | 33.21208618 |
| Mean | 28.06667654 |
| Median Absolute Deviation (MAD) | 9 |
| Skewness | 3.449851935 |
| Sum | 757688 |
| Variance | 1782.649305 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 8652 | |
| 1 | 1093 | 4.0% |
| 2 | 812 | 3.0% |
| 3 | 727 | 2.7% |
| 4 | 554 | 2.1% |
| 5 | 501 | 1.9% |
| 6 | 387 | 1.4% |
| 7 | 386 | 1.4% |
| 9 | 316 | 1.2% |
| 8 | 298 | 1.1% |
| Other values (284) | 13270 |
| Value | Count | Frequency (%) |
| 0 | 8652 | |
| 1 | 1093 | 4.0% |
| 2 | 812 | 3.0% |
| 3 | 727 | 2.7% |
| 4 | 554 | 2.1% |
| 5 | 501 | 1.9% |
| 6 | 387 | 1.4% |
| 7 | 386 | 1.4% |
| 8 | 298 | 1.1% |
| 9 | 316 | 1.2% |
| Value | Count | Frequency (%) |
| 1067 | 1 | |
| 833 | 1 | |
| 709 | 1 | |
| 694 | 1 | |
| 612 | 1 | |
| 524 | 1 | |
| 490 | 1 | |
| 447 | 2 | |
| 446 | 1 | |
| 408 | 1 |
purchases
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONZEROS| Distinct | 64 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.273966514 |
| Minimum | 0 |
|---|---|
| Maximum | 63 |
| Zeros | 18291 |
| Zeros (%) | 67.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 211.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1 |
| 95-th percentile | 22 |
| Maximum | 63 |
| Range | 63 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 8.953651403 |
|---|---|
| Coefficient of variation (CV) | 2.734802377 |
| Kurtosis | 15.27079914 |
| Mean | 3.273966514 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.79020009 |
| Sum | 88384 |
| Variance | 80.16787345 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 18291 | |
| 1 | 2388 | 8.8% |
| 2 | 1059 | 3.9% |
| 3 | 678 | 2.5% |
| 4 | 445 | 1.6% |
| 5 | 403 | 1.5% |
| 6 | 327 | 1.2% |
| 7 | 262 | 1.0% |
| 8 | 210 | 0.8% |
| 9 | 196 | 0.7% |
| Other values (54) | 2737 | 10.1% |
| Value | Count | Frequency (%) |
| 0 | 18291 | |
| 1 | 2388 | 8.8% |
| 2 | 1059 | 3.9% |
| 3 | 678 | 2.5% |
| 4 | 445 | 1.6% |
| 5 | 403 | 1.5% |
| 6 | 327 | 1.2% |
| 7 | 262 | 1.0% |
| 8 | 210 | 0.8% |
| 9 | 196 | 0.7% |
| Value | Count | Frequency (%) |
| 63 | 1 | < 0.1% |
| 62 | 1 | < 0.1% |
| 61 | 3 | < 0.1% |
| 60 | 15 | 0.1% |
| 59 | 13 | < 0.1% |
| 58 | 23 | |
| 57 | 19 | |
| 56 | 19 | |
| 55 | 43 | |
| 54 | 21 |
| Distinct | 12 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.07378870944 |
| Minimum | 0 |
|---|---|
| Maximum | 29 |
| Zeros | 25701 |
| Zeros (%) | 95.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 211.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 29 |
| Range | 29 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.4373306733 |
|---|---|
| Coefficient of variation (CV) | 5.926796615 |
| Kurtosis | 792.3324864 |
| Mean | 0.07378870944 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 17.58909071 |
| Sum | 1992 |
| Variance | 0.1912581178 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 25701 | |
| 1 | 923 | 3.4% |
| 2 | 218 | 0.8% |
| 3 | 75 | 0.3% |
| 4 | 45 | 0.2% |
| 5 | 16 | 0.1% |
| 6 | 11 | < 0.1% |
| 10 | 2 | < 0.1% |
| 7 | 2 | < 0.1% |
| 29 | 1 | < 0.1% |
| Other values (2) | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 25701 | |
| 1 | 923 | 3.4% |
| 2 | 218 | 0.8% |
| 3 | 75 | 0.3% |
| 4 | 45 | 0.2% |
| 5 | 16 | 0.1% |
| 6 | 11 | < 0.1% |
| 7 | 2 | < 0.1% |
| 8 | 1 | < 0.1% |
| 10 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 29 | 1 | < 0.1% |
| 11 | 1 | < 0.1% |
| 10 | 2 | < 0.1% |
| 8 | 1 | < 0.1% |
| 7 | 2 | < 0.1% |
| 6 | 11 | < 0.1% |
| 5 | 16 | 0.1% |
| 4 | 45 | 0.2% |
| 3 | 75 | 0.3% |
| 2 | 218 |
cc_recommended
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONZEROS| Distinct | 325 |
|---|---|
| Distinct (%) | 1.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 92.63950215 |
| Minimum | 0 |
|---|---|
| Maximum | 522 |
| Zeros | 3763 |
| Zeros (%) | 13.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 211.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 10 |
| median | 65 |
| Q3 | 164 |
| 95-th percentile | 261 |
| Maximum | 522 |
| Range | 522 |
| Interquartile range (IQR) | 154 |
Descriptive statistics
| Standard deviation | 88.8687734 |
|---|---|
| Coefficient of variation (CV) | 0.9592967508 |
| Kurtosis | -0.7894641265 |
| Mean | 92.63950215 |
| Median Absolute Deviation (MAD) | 62 |
| Skewness | 0.6773721605 |
| Sum | 2500896 |
| Variance | 7897.658886 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 3763 | 13.9% |
| 5 | 757 | 2.8% |
| 1 | 440 | 1.6% |
| 10 | 401 | 1.5% |
| 6 | 338 | 1.3% |
| 15 | 318 | 1.2% |
| 4 | 276 | 1.0% |
| 20 | 243 | 0.9% |
| 2 | 232 | 0.9% |
| 11 | 228 | 0.8% |
| Other values (315) | 20000 |
| Value | Count | Frequency (%) |
| 0 | 3763 | |
| 1 | 440 | 1.6% |
| 2 | 232 | 0.9% |
| 3 | 211 | 0.8% |
| 4 | 276 | 1.0% |
| 5 | 757 | 2.8% |
| 6 | 338 | 1.3% |
| 7 | 158 | 0.6% |
| 8 | 169 | 0.6% |
| 9 | 184 | 0.7% |
| Value | Count | Frequency (%) |
| 522 | 1 | < 0.1% |
| 326 | 1 | < 0.1% |
| 324 | 1 | < 0.1% |
| 323 | 2 | < 0.1% |
| 322 | 1 | < 0.1% |
| 321 | 2 | < 0.1% |
| 320 | 5 | |
| 318 | 1 | < 0.1% |
| 316 | 1 | < 0.1% |
| 315 | 3 |
| Distinct | 20 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.05063713143 |
| Minimum | 0 |
|---|---|
| Maximum | 65 |
| Zeros | 26440 |
| Zeros (%) | 97.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 211.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 65 |
| Range | 65 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.871430837 |
|---|---|
| Coefficient of variation (CV) | 17.20932471 |
| Kurtosis | 3703.501684 |
| Mean | 0.05063713143 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 54.97976002 |
| Sum | 1367 |
| Variance | 0.7593917037 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 26440 | |
| 1 | 363 | 1.3% |
| 2 | 78 | 0.3% |
| 4 | 36 | 0.1% |
| 3 | 34 | 0.1% |
| 5 | 11 | < 0.1% |
| 6 | 9 | < 0.1% |
| 8 | 3 | < 0.1% |
| 15 | 3 | < 0.1% |
| 9 | 3 | < 0.1% |
| Other values (10) | 16 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 26440 | |
| 1 | 363 | 1.3% |
| 2 | 78 | 0.3% |
| 3 | 34 | 0.1% |
| 4 | 36 | 0.1% |
| 5 | 11 | < 0.1% |
| 6 | 9 | < 0.1% |
| 7 | 2 | < 0.1% |
| 8 | 3 | < 0.1% |
| 9 | 3 | < 0.1% |
| Value | Count | Frequency (%) |
| 65 | 1 | < 0.1% |
| 62 | 1 | < 0.1% |
| 59 | 2 | |
| 25 | 1 | < 0.1% |
| 23 | 1 | < 0.1% |
| 15 | 3 | |
| 13 | 1 | < 0.1% |
| 12 | 2 | |
| 11 | 3 | |
| 10 | 2 |
| Distinct | 9 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.01311305379 |
| Minimum | 0 |
|---|---|
| Maximum | 27 |
| Zeros | 26766 |
| Zeros (%) | 99.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 211.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 27 |
| Range | 27 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.2381752869 |
|---|---|
| Coefficient of variation (CV) | 18.16322046 |
| Kurtosis | 6449.922431 |
| Mean | 0.01311305379 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 64.8845572 |
| Sum | 354 |
| Variance | 0.05672746727 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 26766 | |
| 1 | 182 | 0.7% |
| 2 | 26 | 0.1% |
| 3 | 11 | < 0.1% |
| 4 | 6 | < 0.1% |
| 9 | 2 | < 0.1% |
| 27 | 1 | < 0.1% |
| 10 | 1 | < 0.1% |
| 8 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 26766 | |
| 1 | 182 | 0.7% |
| 2 | 26 | 0.1% |
| 3 | 11 | < 0.1% |
| 4 | 6 | < 0.1% |
| 8 | 1 | < 0.1% |
| 9 | 2 | < 0.1% |
| 10 | 1 | < 0.1% |
| 27 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 27 | 1 | < 0.1% |
| 10 | 1 | < 0.1% |
| 9 | 2 | < 0.1% |
| 8 | 1 | < 0.1% |
| 4 | 6 | < 0.1% |
| 3 | 11 | < 0.1% |
| 2 | 26 | 0.1% |
| 1 | 182 | 0.7% |
| 0 | 26766 |
| Distinct | 128 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.199066528 |
| Minimum | 0 |
|---|---|
| Maximum | 263 |
| Zeros | 7424 |
| Zeros (%) | 27.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 211.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 4 |
| Q3 | 11 |
| 95-th percentile | 31 |
| Maximum | 263 |
| Range | 263 |
| Interquartile range (IQR) | 11 |
Descriptive statistics
| Standard deviation | 12.49777045 |
|---|---|
| Coefficient of variation (CV) | 1.52429187 |
| Kurtosis | 29.36777685 |
| Mean | 8.199066528 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | 3.855547005 |
| Sum | 221342 |
| Variance | 156.1942662 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 7424 | |
| 1 | 2293 | 8.5% |
| 2 | 1895 | 7.0% |
| 3 | 1495 | 5.5% |
| 4 | 1350 | 5.0% |
| 5 | 1205 | 4.5% |
| 6 | 1050 | 3.9% |
| 7 | 905 | 3.4% |
| 8 | 847 | 3.1% |
| 9 | 785 | 2.9% |
| Other values (118) | 7747 |
| Value | Count | Frequency (%) |
| 0 | 7424 | |
| 1 | 2293 | 8.5% |
| 2 | 1895 | 7.0% |
| 3 | 1495 | 5.5% |
| 4 | 1350 | 5.0% |
| 5 | 1205 | 4.5% |
| 6 | 1050 | 3.9% |
| 7 | 905 | 3.4% |
| 8 | 847 | 3.1% |
| 9 | 785 | 2.9% |
| Value | Count | Frequency (%) |
| 263 | 1 | |
| 230 | 1 | |
| 184 | 1 | |
| 183 | 1 | |
| 161 | 1 | |
| 148 | 2 | |
| 147 | 2 | |
| 140 | 2 | |
| 138 | 1 | |
| 136 | 1 |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 211.0 KiB |
| 1 | |
|---|---|
| 0 | 1282 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 26996 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 25714 | |
| 0 | 1282 | 4.7% |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| 1 | 25714 | |
| 0 | 1282 | 4.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 25714 | |
| 0 | 1282 | 4.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 26996 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 25714 | |
| 0 | 1282 | 4.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 26996 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 25714 | |
| 0 | 1282 | 4.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 26996 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 25714 | |
| 0 | 1282 | 4.7% |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 211.0 KiB |
| 1 | |
|---|---|
| 0 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 26996 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 16364 | |
| 0 | 10632 |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| 1 | 16364 | |
| 0 | 10632 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 16364 | |
| 0 | 10632 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 26996 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 16364 | |
| 0 | 10632 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 26996 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 16364 | |
| 0 | 10632 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 26996 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 16364 | |
| 0 | 10632 |
app_web_user
Categorical
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 211.0 KiB |
| 1 | |
|---|---|
| 0 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 26996 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 15167 | |
| 0 | 11829 |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| 1 | 15167 | |
| 0 | 11829 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 15167 | |
| 0 | 11829 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 26996 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 15167 | |
| 0 | 11829 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 26996 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 15167 | |
| 0 | 11829 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 26996 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 15167 | |
| 0 | 11829 |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 211.0 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 26996 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 16360 | |
| 1 | 10636 |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| 0 | 16360 | |
| 1 | 10636 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 16360 | |
| 1 | 10636 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 26996 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 16360 | |
| 1 | 10636 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 26996 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 16360 | |
| 1 | 10636 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 26996 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 16360 | |
| 1 | 10636 |
android_user
Categorical
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 211.0 KiB |
| 1 | |
|---|---|
| 0 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 26996 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 15853 | |
| 0 | 11143 |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| 1 | 15853 | |
| 0 | 11143 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 15853 | |
| 0 | 11143 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 26996 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 15853 | |
| 0 | 11143 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 26996 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 15853 | |
| 0 | 11143 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 26996 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 15853 | |
| 0 | 11143 |
registered_phones
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 211.0 KiB |
| 0 | |
|---|---|
| 2 | |
| 3 | 754 |
| 4 | 183 |
| 5 | 55 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 26996 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 2 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 21956 | |
| 2 | 4048 | 15.0% |
| 3 | 754 | 2.8% |
| 4 | 183 | 0.7% |
| 5 | 55 | 0.2% |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| 0 | 21956 | |
| 2 | 4048 | 15.0% |
| 3 | 754 | 2.8% |
| 4 | 183 | 0.7% |
| 5 | 55 | 0.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 21956 | |
| 2 | 4048 | 15.0% |
| 3 | 754 | 2.8% |
| 4 | 183 | 0.7% |
| 5 | 55 | 0.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 26996 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 21956 | |
| 2 | 4048 | 15.0% |
| 3 | 754 | 2.8% |
| 4 | 183 | 0.7% |
| 5 | 55 | 0.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 26996 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 21956 | |
| 2 | 4048 | 15.0% |
| 3 | 754 | 2.8% |
| 4 | 183 | 0.7% |
| 5 | 55 | 0.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 26996 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 21956 | |
| 2 | 4048 | 15.0% |
| 3 | 754 | 2.8% |
| 4 | 183 | 0.7% |
| 5 | 55 | 0.2% |
payment_type
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 211.0 KiB |
| Bi-Weekly | |
|---|---|
| Weekly | |
| na | |
| Monthly | |
| Semi-Monthly |
Length
| Max length | 12 |
|---|---|
| Median length | 9 |
| Mean length | 7.475514891 |
| Min length | 2 |
Characters and Unicode
| Total characters | 201809 |
|---|---|
| Distinct characters | 16 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Bi-Weekly |
|---|---|
| 2nd row | Weekly |
| 3rd row | Semi-Monthly |
| 4th row | Bi-Weekly |
| 5th row | Bi-Weekly |
Common Values
| Value | Count | Frequency (%) |
| Bi-Weekly | 12713 | |
| Weekly | 5289 | |
| na | 3899 | 14.4% |
| Monthly | 2656 | 9.8% |
| Semi-Monthly | 2439 | 9.0% |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| bi-weekly | 12713 | |
| weekly | 5289 | |
| na | 3899 | 14.4% |
| monthly | 2656 | 9.8% |
| semi-monthly | 2439 | 9.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 38443 | |
| y | 23097 | |
| l | 23097 | |
| k | 18002 | |
| W | 18002 | |
| - | 15152 | 7.5% |
| i | 15152 | 7.5% |
| B | 12713 | 6.3% |
| n | 8994 | 4.5% |
| h | 5095 | 2.5% |
| Other values (6) | 24062 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 148408 | |
| Uppercase Letter | 38249 | 19.0% |
| Dash Punctuation | 15152 | 7.5% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 38443 | |
| y | 23097 | |
| l | 23097 | |
| k | 18002 | |
| i | 15152 | 10.2% |
| n | 8994 | 6.1% |
| h | 5095 | 3.4% |
| t | 5095 | 3.4% |
| o | 5095 | 3.4% |
| a | 3899 | 2.6% |
Uppercase Letter
| Value | Count | Frequency (%) |
| W | 18002 | |
| B | 12713 | |
| M | 5095 | 13.3% |
| S | 2439 | 6.4% |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 15152 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 186657 | |
| Common | 15152 | 7.5% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 38443 | |
| y | 23097 | |
| l | 23097 | |
| k | 18002 | |
| W | 18002 | |
| i | 15152 | 8.1% |
| B | 12713 | 6.8% |
| n | 8994 | 4.8% |
| h | 5095 | 2.7% |
| t | 5095 | 2.7% |
| Other values (5) | 18967 |
Common
| Value | Count | Frequency (%) |
| - | 15152 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 201809 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 38443 | |
| y | 23097 | |
| l | 23097 | |
| k | 18002 | |
| W | 18002 | |
| - | 15152 | 7.5% |
| i | 15152 | 7.5% |
| B | 12713 | 6.3% |
| n | 8994 | 4.5% |
| h | 5095 | 2.5% |
| Other values (6) | 24062 |
waiting_4_loan
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 211.0 KiB |
| 0 | |
|---|---|
| 1 | 35 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 26996 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 26961 | |
| 1 | 35 | 0.1% |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| 0 | 26961 | |
| 1 | 35 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 26961 | |
| 1 | 35 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 26996 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 26961 | |
| 1 | 35 | 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 26996 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 26961 | |
| 1 | 35 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 26996 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 26961 | |
| 1 | 35 | 0.1% |
cancelled_loan
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 211.0 KiB |
| 0 | |
|---|---|
| 1 | 508 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 26996 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 26488 | |
| 1 | 508 | 1.9% |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| 0 | 26488 | |
| 1 | 508 | 1.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 26488 | |
| 1 | 508 | 1.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 26996 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 26488 | |
| 1 | 508 | 1.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 26996 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 26488 | |
| 1 | 508 | 1.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 26996 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 26488 | |
| 1 | 508 | 1.9% |
received_loan
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 211.0 KiB |
| 0 | |
|---|---|
| 1 | 491 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 26996 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 26505 | |
| 1 | 491 | 1.8% |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| 0 | 26505 | |
| 1 | 491 | 1.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 26505 | |
| 1 | 491 | 1.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 26996 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 26505 | |
| 1 | 491 | 1.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 26996 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 26505 | |
| 1 | 491 | 1.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 26996 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 26505 | |
| 1 | 491 | 1.8% |
rejected_loan
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 211.0 KiB |
| 0 | |
|---|---|
| 1 | 132 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 26996 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 26864 | |
| 1 | 132 | 0.5% |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| 0 | 26864 | |
| 1 | 132 | 0.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 26864 | |
| 1 | 132 | 0.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 26996 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 26864 | |
| 1 | 132 | 0.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 26996 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 26864 | |
| 1 | 132 | 0.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 26996 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 26864 | |
| 1 | 132 | 0.5% |
zodiac_sign
Categorical
| Distinct | 13 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 211.0 KiB |
| Cancer | |
|---|---|
| Virgo | |
| Leo | |
| Taurus | |
| Gemini | |
| Other values (8) |
Length
| Max length | 11 |
|---|---|
| Median length | 9 |
| Mean length | 5.866535783 |
| Min length | 2 |
Characters and Unicode
| Total characters | 158373 |
|---|---|
| Distinct characters | 23 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Leo |
|---|---|
| 2nd row | Leo |
| 3rd row | Capricorn |
| 4th row | Capricorn |
| 5th row | Aries |
Common Values
| Value | Count | Frequency (%) |
| Cancer | 2424 | |
| Virgo | 2410 | |
| Leo | 2374 | |
| Taurus | 2236 | |
| Gemini | 2168 | |
| na | 2155 | |
| Libra | 2128 | |
| Pisces | 2127 | |
| Scorpio | 2118 | |
| Aquarius | 2117 | |
| Other values (3) | 4739 |
Length
| Value | Count | Frequency (%) |
| cancer | 2424 | |
| virgo | 2410 | |
| leo | 2374 | |
| taurus | 2236 | |
| gemini | 2168 | |
| na | 2155 | |
| libra | 2128 | |
| pisces | 2127 | |
| scorpio | 2118 | |
| aquarius | 2117 | |
| Other values (3) | 4739 |
Most occurring characters
| Value | Count | Frequency (%) |
| i | 22031 | |
| r | 18854 | |
| a | 15854 | |
| s | 12664 | 8.0% |
| e | 11094 | 7.0% |
| u | 10762 | 6.8% |
| o | 9702 | 6.1% |
| n | 7429 | 4.7% |
| c | 7351 | 4.6% |
| L | 4502 | 2.8% |
| Other values (13) | 38130 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 133532 | |
| Uppercase Letter | 24841 | 15.7% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| i | 22031 | |
| r | 18854 | |
| a | 15854 | |
| s | 12664 | |
| e | 11094 | |
| u | 10762 | |
| o | 9702 | |
| n | 7429 | 5.6% |
| c | 7351 | 5.5% |
| g | 4466 | 3.3% |
| Other values (5) | 13325 |
Uppercase Letter
| Value | Count | Frequency (%) |
| L | 4502 | |
| S | 4174 | |
| A | 4118 | |
| C | 3106 | |
| V | 2410 | |
| T | 2236 | |
| G | 2168 | |
| P | 2127 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 158373 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| i | 22031 | |
| r | 18854 | |
| a | 15854 | |
| s | 12664 | 8.0% |
| e | 11094 | 7.0% |
| u | 10762 | 6.8% |
| o | 9702 | 6.1% |
| n | 7429 | 4.7% |
| c | 7351 | 4.6% |
| L | 4502 | 2.8% |
| Other values (13) | 38130 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 158373 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| i | 22031 | |
| r | 18854 | |
| a | 15854 | |
| s | 12664 | 8.0% |
| e | 11094 | 7.0% |
| u | 10762 | 6.8% |
| o | 9702 | 6.1% |
| n | 7429 | 4.7% |
| c | 7351 | 4.6% |
| L | 4502 | 2.8% |
| Other values (13) | 38130 |
left_for_two_month_plus
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 211.0 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 26996 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 0 |
| 3rd row | 1 |
| 4th row | 0 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 22313 | |
| 1 | 4683 | 17.3% |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| 0 | 22313 | |
| 1 | 4683 | 17.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 22313 | |
| 1 | 4683 | 17.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 26996 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 22313 | |
| 1 | 4683 | 17.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 26996 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 22313 | |
| 1 | 4683 | 17.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 26996 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 22313 | |
| 1 | 4683 | 17.3% |
left_for_one_month
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 211.0 KiB |
| 0 | |
|---|---|
| 1 | 488 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 26996 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 26508 | |
| 1 | 488 | 1.8% |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| 0 | 26508 | |
| 1 | 488 | 1.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 26508 | |
| 1 | 488 | 1.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 26996 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 26508 | |
| 1 | 488 | 1.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 26996 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 26508 | |
| 1 | 488 | 1.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 26996 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 26508 | |
| 1 | 488 | 1.8% |
reward_rate
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONZEROS| Distinct | 193 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.9078189361 |
| Minimum | 0 |
|---|---|
| Maximum | 4 |
| Zeros | 3595 |
| Zeros (%) | 13.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 211.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0.2 |
| median | 0.78 |
| Q3 | 1.53 |
| 95-th percentile | 2.2 |
| Maximum | 4 |
| Range | 4 |
| Interquartile range (IQR) | 1.33 |
Descriptive statistics
| Standard deviation | 0.7519905542 |
|---|---|
| Coefficient of variation (CV) | 0.8283486104 |
| Kurtosis | -0.7558210633 |
| Mean | 0.9078189361 |
| Median Absolute Deviation (MAD) | 0.65 |
| Skewness | 0.4945052192 |
| Sum | 24507.48 |
| Variance | 0.5654897936 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 3595 | 13.3% |
| 0.07 | 802 | 3.0% |
| 0.03 | 523 | 1.9% |
| 0.5 | 523 | 1.9% |
| 0.13 | 493 | 1.8% |
| 1 | 493 | 1.8% |
| 2.23 | 451 | 1.7% |
| 0.1 | 411 | 1.5% |
| 0.67 | 407 | 1.5% |
| 0.33 | 376 | 1.4% |
| Other values (183) | 18922 |
| Value | Count | Frequency (%) |
| 0 | 3595 | |
| 0.03 | 523 | 1.9% |
| 0.04 | 59 | 0.2% |
| 0.05 | 49 | 0.2% |
| 0.06 | 41 | 0.2% |
| 0.07 | 802 | 3.0% |
| 0.08 | 52 | 0.2% |
| 0.09 | 27 | 0.1% |
| 0.1 | 411 | 1.5% |
| 0.11 | 39 | 0.1% |
| Value | Count | Frequency (%) |
| 4 | 33 | |
| 3.8 | 1 | < 0.1% |
| 3.67 | 1 | < 0.1% |
| 3.6 | 1 | < 0.1% |
| 3.53 | 1 | < 0.1% |
| 3.5 | 2 | < 0.1% |
| 3.3 | 3 | < 0.1% |
| 3.18 | 1 | < 0.1% |
| 3 | 15 | |
| 2.93 | 1 | < 0.1% |
is_referred
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 211.0 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 26996 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 1 |
| 3rd row | 0 |
| 4th row | 1 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 18411 | |
| 1 | 8585 |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| 0 | 18411 | |
| 1 | 8585 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 18411 | |
| 1 | 8585 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 26996 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 18411 | |
| 1 | 8585 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 26996 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 18411 | |
| 1 | 8585 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 26996 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 18411 | |
| 1 | 8585 |
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| df_index | user | churn | age | housing | deposits | withdrawal | purchases_partners | purchases | cc_taken | cc_recommended | cc_disliked | cc_liked | cc_application_begin | app_downloaded | web_user | app_web_user | ios_user | android_user | registered_phones | payment_type | waiting_4_loan | cancelled_loan | received_loan | rejected_loan | zodiac_sign | left_for_two_month_plus | left_for_one_month | reward_rate | is_referred | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 55409 | 0 | 37.0 | na | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 1 | 0 | 0 | Bi-Weekly | 0 | 0 | 0 | 0 | Leo | 1 | 0 | 0.00 | 0 |
| 1 | 1 | 23547 | 0 | 28.0 | R | 0 | 0 | 1 | 0 | 0 | 96 | 0 | 0 | 5 | 1 | 1 | 1 | 1 | 0 | 0 | Weekly | 0 | 0 | 0 | 0 | Leo | 0 | 0 | 1.47 | 1 |
| 2 | 2 | 58313 | 0 | 35.0 | R | 47 | 2 | 86 | 47 | 0 | 285 | 0 | 0 | 9 | 1 | 0 | 0 | 0 | 1 | 2 | Semi-Monthly | 0 | 0 | 0 | 0 | Capricorn | 1 | 0 | 2.17 | 0 |
| 3 | 3 | 8095 | 0 | 26.0 | R | 26 | 3 | 38 | 25 | 0 | 74 | 0 | 0 | 26 | 1 | 0 | 0 | 0 | 1 | 0 | Bi-Weekly | 0 | 0 | 0 | 0 | Capricorn | 0 | 0 | 1.10 | 1 |
| 4 | 4 | 61353 | 1 | 27.0 | na | 0 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 0 | 1 | 0 | Bi-Weekly | 0 | 0 | 0 | 0 | Aries | 1 | 0 | 0.03 | 0 |
| 5 | 5 | 3120 | 1 | 32.0 | R | 5 | 3 | 111 | 5 | 0 | 227 | 0 | 0 | 17 | 1 | 1 | 1 | 0 | 1 | 0 | Bi-Weekly | 0 | 0 | 0 | 0 | Taurus | 0 | 0 | 1.83 | 0 |
| 6 | 6 | 41406 | 0 | 21.0 | na | 0 | 0 | 4 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | Bi-Weekly | 0 | 0 | 0 | 0 | Cancer | 0 | 0 | 0.07 | 0 |
| 7 | 7 | 67679 | 0 | 24.0 | na | 0 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | na | 0 | 0 | 0 | 0 | Leo | 0 | 0 | 0.11 | 0 |
| 8 | 8 | 21269 | 0 | 28.0 | R | 0 | 0 | 0 | 0 | 2 | 47 | 1 | 0 | 9 | 1 | 1 | 1 | 1 | 0 | 0 | Bi-Weekly | 0 | 0 | 0 | 0 | Sagittarius | 0 | 0 | 0.87 | 1 |
| 9 | 9 | 25788 | 0 | 23.0 | na | 1 | 0 | 87 | 1 | 0 | 125 | 0 | 0 | 3 | 1 | 1 | 1 | 1 | 0 | 0 | Bi-Weekly | 0 | 0 | 0 | 0 | Aquarius | 0 | 0 | 1.07 | 0 |
Last rows
| df_index | user | churn | age | housing | deposits | withdrawal | purchases_partners | purchases | cc_taken | cc_recommended | cc_disliked | cc_liked | cc_application_begin | app_downloaded | web_user | app_web_user | ios_user | android_user | registered_phones | payment_type | waiting_4_loan | cancelled_loan | received_loan | rejected_loan | zodiac_sign | left_for_two_month_plus | left_for_one_month | reward_rate | is_referred | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 26986 | 26990 | 32870 | 0 | 29.0 | R | 1 | 1 | 70 | 1 | 0 | 147 | 0 | 0 | 46 | 1 | 0 | 0 | 1 | 0 | 0 | Bi-Weekly | 0 | 0 | 0 | 0 | Cancer | 0 | 0 | 1.07 | 1 |
| 26987 | 26991 | 49367 | 0 | 30.0 | na | 0 | 0 | 2 | 0 | 0 | 4 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | Bi-Weekly | 0 | 0 | 0 | 0 | Leo | 0 | 0 | 0.03 | 0 |
| 26988 | 26992 | 65830 | 1 | 20.0 | R | 0 | 0 | 2 | 0 | 0 | 5 | 0 | 0 | 0 | 1 | 1 | 1 | 0 | 1 | 0 | Bi-Weekly | 0 | 0 | 0 | 0 | Leo | 1 | 0 | 0.13 | 0 |
| 26989 | 26993 | 41813 | 0 | 29.0 | na | 1 | 1 | 5 | 1 | 0 | 5 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | Bi-Weekly | 0 | 0 | 0 | 0 | Scorpio | 1 | 0 | 0.03 | 0 |
| 26990 | 26994 | 49903 | 1 | 28.0 | R | 0 | 0 | 26 | 0 | 0 | 31 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | Monthly | 0 | 0 | 0 | 0 | Virgo | 0 | 0 | 0.60 | 0 |
| 26991 | 26995 | 24291 | 1 | 24.0 | R | 0 | 0 | 0 | 0 | 0 | 81 | 0 | 0 | 2 | 1 | 1 | 1 | 0 | 1 | 2 | Weekly | 0 | 0 | 0 | 0 | Leo | 0 | 0 | 1.07 | 1 |
| 26992 | 26996 | 4116 | 1 | 26.0 | na | 0 | 0 | 2 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 1 | 1 | 0 | 1 | 0 | Bi-Weekly | 0 | 0 | 0 | 1 | Cancer | 1 | 0 | 0.67 | 0 |
| 26993 | 26997 | 23740 | 0 | 22.0 | na | 0 | 0 | 37 | 0 | 0 | 98 | 0 | 0 | 0 | 1 | 1 | 1 | 0 | 1 | 0 | Bi-Weekly | 0 | 0 | 0 | 0 | Taurus | 0 | 0 | 0.93 | 0 |
| 26994 | 26998 | 47663 | 1 | 46.0 | na | 2 | 0 | 16 | 2 | 0 | 58 | 0 | 0 | 2 | 1 | 1 | 1 | 1 | 0 | 0 | Semi-Monthly | 0 | 0 | 0 | 0 | Aries | 1 | 0 | 0.90 | 1 |
| 26995 | 26999 | 52752 | 1 | 34.0 | na | 0 | 0 | 4 | 0 | 0 | 11 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 1 | 2 | na | 0 | 0 | 0 | 0 | Cancer | 0 | 0 | 0.13 | 0 |